Andrew Stepanov

Articles by this author

Llm

Canary for LLM: How to Tell When Your AI Chat Starts Degrading

A simple technique to monitor context window degradation in LLMs in real time — with setup instructions for Claude, Cursor, and the ChatGPT API.

June 20, 2026 · 7 min readRead →

Personal-experience

Redesigning my site with AI — harder than I thought

How I redesigned my website using ChatGPT, Codex, and Cursor over a 12-hour weekend session — and what I learned about the real limits of AI-assisted design.

June 1, 2026 · 6 min readRead →